2 Remove samples with NAs annotation

3 Perform DE analysis

## renaming the first element in assays to 'counts'
## converting counts to integer mode
## estimating size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 1994 genes
## -- DESeq argument 'minReplicatesForReplace' = 7 
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
## [1] "Intercept"                     "paper_IDH.status_WT_vs_Mutant"
## 
## out of 46068 with nonzero total read count
## adjusted p-value < 0.1
## LFC > 0 (up)       : 3336, 7.2%
## LFC < 0 (down)     : 2742, 6%
## outliers [1]       : 0, 0%
## low counts [2]     : 12505, 27%
## (mean count < 1)
## [1] see 'cooksCutoff' argument of ?results
## [2] see 'independentFiltering' argument of ?results

4 Session information

## ─ Session info ───────────────────────────────────────────────────────────────
##  setting  value                       
##  version  R version 3.6.1 (2019-07-05)
##  os       Ubuntu 19.10                
##  system   x86_64, linux-gnu           
##  ui       X11                         
##  language en_US                       
##  collate  en_US.UTF-8                 
##  ctype    en_US.UTF-8                 
##  tz       America/New_York            
##  date     2019-12-02                  
## 
## ─ Packages ───────────────────────────────────────────────────────────────────
##  ! package              * version   date       lib source        
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##    annotate               1.64.0    2019-10-29 [1] Bioconductor  
##    AnnotationDbi          1.48.0    2019-10-29 [1] Bioconductor  
##    aroma.light            3.16.0    2019-10-29 [1] Bioconductor  
##    askpass                1.1       2019-01-13 [2] CRAN (R 3.6.1)
##    assertthat             0.2.1     2019-03-21 [2] CRAN (R 3.6.1)
##    backports              1.1.5     2019-10-02 [2] CRAN (R 3.6.1)
##    base64enc              0.1-3     2015-07-28 [2] CRAN (R 3.6.1)
##    Biobase              * 2.46.0    2019-10-29 [1] Bioconductor  
##    BiocFileCache          1.10.0    2019-10-29 [1] Bioconductor  
##    BiocGenerics         * 0.32.0    2019-10-29 [1] Bioconductor  
##    BiocParallel         * 1.20.0    2019-10-30 [1] Bioconductor  
##    biomaRt                2.42.0    2019-10-29 [1] Bioconductor  
##    Biostrings             2.54.0    2019-10-29 [1] Bioconductor  
##    bit                    1.1-14    2018-05-29 [2] CRAN (R 3.6.1)
##    bit64                  0.9-7     2017-05-08 [2] CRAN (R 3.6.1)
##    bitops                 1.0-6     2013-08-17 [2] CRAN (R 3.6.1)
##    blob                   1.2.0     2019-07-09 [2] CRAN (R 3.6.1)
##    broom                  0.5.2     2019-04-07 [2] CRAN (R 3.6.1)
##    callr                  3.3.2     2019-09-22 [2] CRAN (R 3.6.1)
##    checkmate              1.9.4     2019-07-04 [2] CRAN (R 3.6.1)
##    cli                    1.1.0     2019-03-19 [2] CRAN (R 3.6.1)
##    cluster                2.1.0     2019-06-19 [4] CRAN (R 3.6.1)
##    codetools              0.2-16    2018-12-24 [4] CRAN (R 3.6.0)
##    colorspace             1.4-1     2019-03-18 [2] CRAN (R 3.6.1)
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##    curl                   4.3       2019-12-02 [2] CRAN (R 3.6.1)
##    data.table             1.12.6    2019-10-18 [1] CRAN (R 3.6.1)
##    DBI                    1.0.0     2018-05-02 [2] CRAN (R 3.6.1)
##    dbplyr                 1.4.2     2019-06-17 [2] CRAN (R 3.6.1)
##    DelayedArray         * 0.12.0    2019-10-29 [1] Bioconductor  
##    desc                   1.2.0     2018-05-01 [2] CRAN (R 3.6.1)
##    DESeq                  1.38.0    2019-10-29 [1] Bioconductor  
##    DESeq2               * 1.26.0    2019-10-29 [2] Bioconductor  
##    devtools               2.2.1     2019-09-24 [2] CRAN (R 3.6.1)
##    digest                 0.6.22    2019-10-21 [1] CRAN (R 3.6.1)
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##    dplyr                  0.8.3     2019-07-04 [2] CRAN (R 3.6.1)
##    EDASeq                 2.20.0    2019-10-29 [1] Bioconductor  
##    edgeR                  3.28.0    2019-10-29 [1] Bioconductor  
##    ellipsis               0.3.0     2019-09-20 [2] CRAN (R 3.6.1)
##    evaluate               0.14      2019-05-28 [2] CRAN (R 3.6.1)
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##    Formula                1.2-3     2018-05-03 [2] CRAN (R 3.6.1)
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##    genefilter             1.68.0    2019-10-29 [1] Bioconductor  
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##    GenomicAlignments      1.22.0    2019-10-29 [1] Bioconductor  
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##    ggplot2                3.2.1     2019-08-10 [2] CRAN (R 3.6.1)
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##    htmlTable              1.13.2    2019-09-22 [2] CRAN (R 3.6.1)
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##    htmlwidgets            1.5.1     2019-10-08 [2] CRAN (R 3.6.1)
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##    lattice                0.20-38   2018-11-04 [4] CRAN (R 3.6.0)
##    latticeExtra           0.6-28    2016-02-09 [2] CRAN (R 3.6.1)
##    lazyeval               0.2.2     2019-03-15 [2] CRAN (R 3.6.1)
##    lifecycle              0.1.0     2019-08-01 [2] CRAN (R 3.6.1)
##    limma                  3.42.0    2019-10-29 [1] Bioconductor  
##    locfit                 1.5-9.1   2013-04-20 [2] CRAN (R 3.6.1)
##    magrittr               1.5       2014-11-22 [2] CRAN (R 3.6.1)
##    Matrix                 1.2-18    2019-11-27 [2] CRAN (R 3.6.1)
##    matrixStats          * 0.55.0    2019-09-07 [2] CRAN (R 3.6.1)
##    memoise                1.1.0     2017-04-21 [2] CRAN (R 3.6.1)
##    mgcv                   1.8-31    2019-11-09 [4] CRAN (R 3.6.1)
##    munsell                0.5.0     2018-06-12 [2] CRAN (R 3.6.1)
##    nlme                   3.1-142   2019-11-07 [4] CRAN (R 3.6.1)
##    nnet                   7.3-12    2016-02-02 [4] CRAN (R 3.6.0)
##    openssl                1.4.1     2019-07-18 [2] CRAN (R 3.6.1)
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##    pkgbuild               1.0.6     2019-10-09 [2] CRAN (R 3.6.1)
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##    pkgconfig              2.0.3     2019-09-22 [2] CRAN (R 3.6.1)
##    pkgload                1.0.2     2018-10-29 [2] CRAN (R 3.6.1)
##    plyr                   1.8.4     2016-06-08 [2] CRAN (R 3.6.1)
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##    processx               3.4.1     2019-07-18 [2] CRAN (R 3.6.1)
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##    R.oo                   1.23.0    2019-11-03 [1] CRAN (R 3.6.1)
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##    RCurl                  1.95-4.12 2019-03-04 [2] CRAN (R 3.6.1)
##    readr                  1.3.1     2018-12-21 [2] CRAN (R 3.6.1)
##    remotes                2.1.0     2019-06-24 [2] CRAN (R 3.6.1)
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##    rstudioapi             0.10      2019-03-19 [2] CRAN (R 3.6.1)
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##    rvest                  0.3.5     2019-11-08 [2] CRAN (R 3.6.1)
##    S4Vectors            * 0.24.0    2019-10-29 [1] Bioconductor  
##    scales                 1.1.0     2019-11-18 [2] CRAN (R 3.6.1)
##    selectr                0.4-2     2019-11-20 [2] CRAN (R 3.6.1)
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##    stringi                1.4.3     2019-03-12 [2] CRAN (R 3.6.1)
##    stringr                1.4.0     2019-02-10 [2] CRAN (R 3.6.1)
##    SummarizedExperiment * 1.16.0    2019-10-29 [1] Bioconductor  
##    survival               3.1-7     2019-11-09 [4] CRAN (R 3.6.1)
##    survminer              0.4.6     2019-09-03 [2] CRAN (R 3.6.1)
##    survMisc               0.5.5     2018-07-05 [2] CRAN (R 3.6.1)
##    sva                    3.34.0    2019-10-29 [1] Bioconductor  
##  R TCGAbiolinks         * 2.15.2    <NA>       [2] <NA>          
##    testextra              0.1.0     2019-01-18 [2] CRAN (R 3.6.1)
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##    XVector                0.26.0    2019-10-29 [1] Bioconductor  
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##    zlibbioc               1.32.0    2019-10-29 [1] Bioconductor  
##    zoo                    1.8-6     2019-05-28 [2] CRAN (R 3.6.1)
## 
## [1] /home/tiagochst/R/x86_64-pc-linux-gnu-library/3.6
## [2] /usr/local/lib/R/site-library
## [3] /usr/lib/R/site-library
## [4] /usr/lib/R/library
## 
##  R ── Package was removed from disk.
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